{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "s_model = [0.672,\t0.789,\t0.786,\t0.731]\n",
    "m_model = [0.721,\t0.828,\t0.824,\t0.758]\n",
    "l_model = [0.747,\t0.846,\t0.844,\t0.773]\n",
    "\n",
    "bleu4 = np.array([0.672, 0.721, 0.747])\n",
    "meteor = np.array([0.789, 0.828, 0.846])\n",
    "rouge = np.array([0.786, 0.824, 0.844])\n",
    "bleurt = np.array([0.731, 0.758, 0.773])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme()\n",
    "\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "plt.rcParams['font.serif'] = ['Times New Roman'] + plt.rcParams['font.serif']\n",
    "plt.rcParams[\"figure.figsize\"] = [12, 6]\n",
    "plt.rcParams[\"figure.autolayout\"] = True\n",
    "\n",
    "x = np.array([0,2,4])\n",
    "plt.bar(x + -0.5, bleu4, 0.25, label='BLEU')\n",
    "plt.bar(x + -0.25, meteor, 0.25, label='METEOR')\n",
    "plt.bar(x + 0, rouge, 0.25, label='ROUGE')\n",
    "plt.bar(x + 0.25, bleurt, 0.25, label='BLEURT')\n",
    "yilm = plt.ylim(0.65, 0.85)\n",
    "yticks = plt.yticks(fontsize=25)\n",
    "xticks = plt.xticks(x, ['Small', 'Medium', 'Large'], fontsize=25)\n",
    "xlab = plt.xlabel('Model Size', fontsize=30)\n",
    "legend = plt.legend(fontsize=21, loc='upper center', bbox_to_anchor=(0.5, 1.2), ncol=5)\n",
    "\n",
    "plt.savefig('fig_ablation_modelsize.pdf', bbox_inches='tight')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3 (default, Jul  2 2020, 16:21:59) \n[GCC 7.3.0]"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "94dd282853dd3dc2926a1cedd0a990f56c730084e6509b932675e630d23967f8"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
